Cargando…
Modelling household finances: A Bayesian approach to a multivariate two-part model
We contribute to the empirical literature on household finances by introducing a Bayesian multivariate two-part model, which has been developed to further our understanding of household finances. Our flexible approach allows for the potential interdependence between the holding of assets and liabili...
Autores principales: | , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2015
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4871239/ https://www.ncbi.nlm.nih.gov/pubmed/27212801 |
_version_ | 1782432562632720384 |
---|---|
author | Brown, Sarah Ghosh, Pulak Su, Li Taylor, Karl |
author_facet | Brown, Sarah Ghosh, Pulak Su, Li Taylor, Karl |
author_sort | Brown, Sarah |
collection | PubMed |
description | We contribute to the empirical literature on household finances by introducing a Bayesian multivariate two-part model, which has been developed to further our understanding of household finances. Our flexible approach allows for the potential interdependence between the holding of assets and liabilities at the household level and also encompasses a two-part process to allow for differences in the influences on asset or liability holding and on the respective amounts held. Furthermore, the framework is dynamic in order to allow for persistence in household finances over time. Our findings endorse the joint modelling approach and provide evidence supporting the importance of dynamics. In addition, we find that certain independent variables exert different influences on the binary and continuous parts of the model thereby highlighting the flexibility of our framework and revealing a detailed picture of the nature of household finances. |
format | Online Article Text |
id | pubmed-4871239 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
record_format | MEDLINE/PubMed |
spelling | pubmed-48712392016-05-18 Modelling household finances: A Bayesian approach to a multivariate two-part model Brown, Sarah Ghosh, Pulak Su, Li Taylor, Karl J Empir Finance Article We contribute to the empirical literature on household finances by introducing a Bayesian multivariate two-part model, which has been developed to further our understanding of household finances. Our flexible approach allows for the potential interdependence between the holding of assets and liabilities at the household level and also encompasses a two-part process to allow for differences in the influences on asset or liability holding and on the respective amounts held. Furthermore, the framework is dynamic in order to allow for persistence in household finances over time. Our findings endorse the joint modelling approach and provide evidence supporting the importance of dynamics. In addition, we find that certain independent variables exert different influences on the binary and continuous parts of the model thereby highlighting the flexibility of our framework and revealing a detailed picture of the nature of household finances. 2015-03-26 2015-09 /pmc/articles/PMC4871239/ /pubmed/27212801 Text en http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Brown, Sarah Ghosh, Pulak Su, Li Taylor, Karl Modelling household finances: A Bayesian approach to a multivariate two-part model |
title | Modelling household finances: A Bayesian approach to a multivariate two-part model |
title_full | Modelling household finances: A Bayesian approach to a multivariate two-part model |
title_fullStr | Modelling household finances: A Bayesian approach to a multivariate two-part model |
title_full_unstemmed | Modelling household finances: A Bayesian approach to a multivariate two-part model |
title_short | Modelling household finances: A Bayesian approach to a multivariate two-part model |
title_sort | modelling household finances: a bayesian approach to a multivariate two-part model |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4871239/ https://www.ncbi.nlm.nih.gov/pubmed/27212801 |
work_keys_str_mv | AT brownsarah modellinghouseholdfinancesabayesianapproachtoamultivariatetwopartmodel AT ghoshpulak modellinghouseholdfinancesabayesianapproachtoamultivariatetwopartmodel AT suli modellinghouseholdfinancesabayesianapproachtoamultivariatetwopartmodel AT taylorkarl modellinghouseholdfinancesabayesianapproachtoamultivariatetwopartmodel |